Optimal Path Planning using CAMIS: a Continuous Anisotropic Model for Inclined Surfaces

The optimal traverse of irregular terrains made by ground mobile robots heavily depends on the adequacy of the cost models used to plan the path they follow. The criteria to define optimality may be based on minimizing energy consumption and/or preserving the robot stability. This entails the proper assessment of anisotropy to account for the robot driving on top of slopes with different directions. To fulfill this demand, this paper presents the Continuous Anisotropic Model for Inclined Surfaces, a cost model compatible with anisotropic path planners like the bi-directional Ordered Upwind Method. This model acknowledges how the orientation of the robot with respect to any slope determines its energetic cost, considering the action of gravity and terramechanic effects such as the slippage. Moreover, the proposed model can be tuned to define a trade-off between energy minimization and Roll angle reduction. The results from two simulation tests demonstrate how, to find the optimal path in scenarios containing slopes, in certain situations the use of this model can be more advantageous than relying on isotropic cost functions. Finally, the outcome of a field experiment involving a skid-steering robot that drives on top of a real slope is also discussed.

READ FULL TEXT

page 4

page 9

page 10

page 11

page 12

page 13

page 14

page 17

research
02/28/2020

Rationally Inattentive Path-Planning via RRT*

We consider a path-planning scenario for a mobile robot traveling in a c...
research
12/28/2021

Relative velocity-based reward functions for crowd navigation of robots

The four-wheeled Mecanum robot is widely used in various industries due ...
research
12/13/2022

Predicting Energy Consumption of Ground Robots On Uneven Terrains

Optimizing energy consumption for robot navigation in fields requires en...
research
11/19/2018

Iso-level tool path planning for free-form surfaces

The aim of tool path planning is to maximize the efficiency against some...
research
08/30/2023

Predicting Energy Consumption and Traversal Time of Ground Robots for Outdoor Navigation on Multiple Types of Terrain

The outdoor navigation capabilities of ground robots have improved signi...
research
09/06/2020

Length-optimal tool path planning for freeform surfaces with preferred feed directions

This paper presents a new method to generate tool paths for machining fr...
research
08/30/2023

Sparse Waypoint Validity Checking for Self-Entanglement-Free Tethered Path Planning

A novel mechanism to derive self-entanglement-free (SEF) path for tether...

Please sign up or login with your details

Forgot password? Click here to reset